{"id":"W1543802788","doi":"10.1002/9783527635603.ch22","title":"Reforming and Aromatization","year":2011,"lang":"en","type":"other","venue":"","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Naphtha; Aromatization; Catalytic reforming; Catalysis; Zeolite; Chemistry; Chemical engineering; Organic chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009412677,0.0004753248,0.0003184139,0.0003558633,0.000327728,0.0004613811,0.0004105962,0.0002805673,0.03020723],"category_scores_gemma":[0.00009146259,0.0002000774,0.0002979386,0.0004254553,0.000234717,0.0008311673,0.0004465946,0.0007526901,0.01006722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004568266,"about_ca_system_score_gemma":0.0003563834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001279347,"about_ca_topic_score_gemma":0.003556973,"domain_scores_codex":[0.999782,0.000008108669,0.000006149743,0.00004382151,0.0001323727,0.00002740264],"domain_scores_gemma":[0.9999824,0.000002920204,0.000002157269,0.000004554524,0.000005951867,0.0000021151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001397369,0.0001432717,0.0003323079,0.001659924,0.00002705809,0.0003180155,0.0002461817,0.001045562,0.6225485,0.02944978,0.01695823,0.3271315],"study_design_scores_gemma":[0.000008511578,0.0001061303,0.001172702,0.00006641869,0.00001208909,0.0003735027,0.00007635607,0.0006815623,0.5124639,0.001260038,0.483764,0.00001486738],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09247416,0.03537177,0.04508675,0.000939988,0.00101655,0.000374341,0.002243706,0.000951252,0.8215414],"genre_scores_gemma":[0.2412334,0.04113032,0.01555127,0.0004979642,0.0002447517,0.0001577062,0.00258414,0.0003234817,0.6982771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03020723,"threshold_uncertainty_score":0.1010533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007301911290505974,"score_gpt":0.1692891534282111,"score_spread":0.1619872421377051,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}